publications

2025

1. Preprint

   Kuramoto-FedAvg: Using Synchronization Dynamics to Improve Federated Learning Optimization under Statistical Heterogeneity

   Aggrey Muhebwa, Khotso Selialia, Fatima Anwar, and 1 more author

   2025

   Bib

   @misc{muhebwa2025kuramoto,
     title = {Kuramoto-FedAvg: Using Synchronization Dynamics to Improve Federated Learning Optimization under Statistical Heterogeneity},
     author = {Muhebwa, Aggrey and Selialia, Khotso and Anwar, Fatima and Osman, Khalid K.},
     year = {2025},
     howpublished = {arXiv preprint},
   }

2. Preprint

   Causal Distillation: Transferring Structured Explanations from Large to Compact Language Models

   Aggrey Muhebwa and Khalid K. Osman

   2025

   Bib

   @misc{muhebwa2025causal,
     title = {Causal Distillation: Transferring Structured Explanations from Large to Compact Language Models},
     author = {Muhebwa, Aggrey and Osman, Khalid K.},
     year = {2025},
     howpublished = {arXiv preprint},
   }

3. ACM JCSS

   A Behavioral Finance Framework for Balancing AI Accuracy and Operational Carbon Emissions

   Aggrey Muhebwa and Khalid K. Osman

   ACM Journal on Computing and Sustainable Societies, 2025

   Bib

   @article{muhebwa2025behavioral,
     title = {A Behavioral Finance Framework for Balancing AI Accuracy and Operational Carbon Emissions},
     author = {Muhebwa, Aggrey and Osman, Khalid K.},
     journal = {ACM Journal on Computing and Sustainable Societies},
     year = {2025},
   }

4. J. Comput. Civ. Eng.

   Using Large Language Models for Systematic Failure Model Identification in Levee Infrastructure

   Aggrey Muhebwa and Khalid K. Osman

   Journal of Computing in Civil Engineering, 2025

   Bib

   @article{muhebwa2025levee,
     title = {Using Large Language Models for Systematic Failure Model Identification in Levee Infrastructure},
     author = {Muhebwa, Aggrey and Osman, Khalid K.},
     journal = {Journal of Computing in Civil Engineering},
     year = {2025},
   }

2024

1. WRR

   Improving Discharge Predictions in Ungauged Basins: Harnessing the Power of Disaggregated Data Modeling and Machine Learning

   Aggrey Muhebwa, C. J. Gleason, Dongmei Feng, and 1 more author

   Water Resources Research, 2024

   Bib

   @article{muhebwa2024discharge,
     title = {Improving Discharge Predictions in Ungauged Basins: Harnessing the Power of Disaggregated Data Modeling and Machine Learning},
     author = {Muhebwa, Aggrey and Gleason, C. J. and Feng, Dongmei and Taneja, Jay},
     journal = {Water Resources Research},
     year = {2024},
   }

2. J. Comput. Civ. Eng.

   Promoting Equitable Access to Transboundary Hydrology Data: A Framework for Secure Sharing and Collaborative Machine Learning to Enhance River Discharge Prediction

   Aggrey Muhebwa and Khalid K. Osman

   Journal of Computing in Civil Engineering, 2024

   Bib

   @article{muhebwa2024transboundary,
     title = {Promoting Equitable Access to Transboundary Hydrology Data: A Framework for Secure Sharing and Collaborative Machine Learning to Enhance River Discharge Prediction},
     author = {Muhebwa, Aggrey and Osman, Khalid K.},
     journal = {Journal of Computing in Civil Engineering},
     year = {2024},
   }

2023

1. ACM JCSS

   Pixel Perfect: Using Vision Transformers to Improve Road Quality Predictions from Medium Resolution and Heterogeneous Satellite Imagery

   Aggrey Muhebwa, Gabriel Cadamuro, and Jay Taneja

   ACM Journal on Computing and Sustainable Societies, 2023

   Bib

   @article{muhebwa2023pixelperfect,
     title = {Pixel Perfect: Using Vision Transformers to Improve Road Quality Predictions from Medium Resolution and Heterogeneous Satellite Imagery},
     author = {Muhebwa, Aggrey and Cadamuro, Gabriel and Taneja, Jay},
     journal = {ACM Journal on Computing and Sustainable Societies},
     year = {2023},
   }

2. Eyes on the Road: Evaluating Road Quality over Time Using Satellite Imagery in Eastern Democratic Republic of the Congo

   Aggrey Muhebwa, Mathilde S. M. Lebrand, Jevgenijs Steinbuks, and 1 more author

   2023

   Bib

   @techreport{muhebwa2023drcroads,
     title = {Eyes on the Road: Evaluating Road Quality over Time Using Satellite Imagery in Eastern Democratic Republic of the Congo},
     author = {Muhebwa, Aggrey and Lebrand, Mathilde S. M. and Steinbuks, Jevgenijs and Taneja, Jay K.},
     institution = {World Bank Policy Commons},
     year = {2023}
   }